Sorghum Stover Profile Report

Dataset statistics

Number of variables	11
Number of observations	660
Missing cells	10
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	56.8 KiB
Average record size in memory	88.2 B

Variable types

Numeric	10
Categorical	1

Alerts

`variety` has a high cardinality: 242 distinct values	High cardinality
`dm` is highly correlated with `ndfdm` and 3 other fields	High correlation
`ndfdm` is highly correlated with `dm` and 4 other fields	High correlation
`adfdm` is highly correlated with `dm` and 4 other fields	High correlation
`adldm` is highly correlated with `ndfdm` and 3 other fields	High correlation
`me` is highly correlated with `dm` and 4 other fields	High correlation
`ivomd` is highly correlated with `dm` and 4 other fields	High correlation
`GH > 3` is highly correlated with `NH > 1`	High correlation
`NH > 1` is highly correlated with `GH > 3`	High correlation
`dm` is highly correlated with `ndfdm` and 3 other fields	High correlation
`ash` is highly correlated with `GH > 3` and 1 other fields	High correlation
`ndfdm` is highly correlated with `dm` and 3 other fields	High correlation
`adfdm` is highly correlated with `dm` and 4 other fields	High correlation
`adldm` is highly correlated with `adfdm` and 2 other fields	High correlation
`me` is highly correlated with `dm` and 4 other fields	High correlation
`ivomd` is highly correlated with `dm` and 4 other fields	High correlation
`GH > 3` is highly correlated with `ash` and 1 other fields	High correlation
`NH > 1` is highly correlated with `ash` and 1 other fields	High correlation
`dm` is highly correlated with `ndfdm` and 3 other fields	High correlation
`ndfdm` is highly correlated with `dm` and 3 other fields	High correlation
`adfdm` is highly correlated with `dm` and 4 other fields	High correlation
`adldm` is highly correlated with `adfdm` and 2 other fields	High correlation
`me` is highly correlated with `dm` and 4 other fields	High correlation
`ivomd` is highly correlated with `dm` and 4 other fields	High correlation
`GH > 3` is highly correlated with `NH > 1`	High correlation
`NH > 1` is highly correlated with `GH > 3`	High correlation
`dm` is highly correlated with `ndfdm` and 3 other fields	High correlation
`ash` is highly correlated with `ndm` and 3 other fields	High correlation
`ndm` is highly correlated with `ash` and 4 other fields	High correlation
`ndfdm` is highly correlated with `dm` and 4 other fields	High correlation
`adfdm` is highly correlated with `dm` and 7 other fields	High correlation
`adldm` is highly correlated with `ndfdm` and 4 other fields	High correlation
`me` is highly correlated with `dm` and 5 other fields	High correlation
`ivomd` is highly correlated with `dm` and 4 other fields	High correlation
`GH > 3` is highly correlated with `ash` and 3 other fields	High correlation
`NH > 1` is highly correlated with `ash` and 3 other fields	High correlation

Reproduction

Analysis started	2022-02-24 14:57:26.881262
Analysis finished	2022-02-24 14:57:37.734441
Duration	10.85 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

dm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	658
Distinct (%)	99.8%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	93.42557897

Minimum	90.9349213
Maximum	95.4276657
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	90.9349213
5-th percentile	92.07533414
Q1	92.86429215
median	93.472641
Q3	94.02219005
95-th percentile	94.62653125
Maximum	95.4276657
Range	4.4927444
Interquartile range (IQR)	1.1578979

Descriptive statistics

Standard deviation	0.8021531879
Coefficient of variation (CV)	0.00858601249
Kurtosis	-0.3323392969
Mean	93.42557897
Median Absolute Deviation (MAD)	0.5703201
Skewness	-0.2322160949
Sum	61567.45654
Variance	0.6434497369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92.6486359	2	0.3%
93.1015701	1	0.2%
92.9748611	1	0.2%
93.0545654	1	0.2%
92.5488815	1	0.2%
93.497551	1	0.2%
93.3604431	1	0.2%
93.6486435	1	0.2%
93.0687866	1	0.2%
93.7573395	1	0.2%
Other values (648)	648	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
90.9349213	1	0.2%
91.2483139	1	0.2%
91.2982101	1	0.2%
91.3288269	1	0.2%
91.3583603	1	0.2%
91.4079971	1	0.2%
91.468895	1	0.2%
91.4692993	1	0.2%
91.5364227	1	0.2%
91.5527267	1	0.2%

Value	Count	Frequency (%)
95.4276657	1	0.2%
95.3594284	1	0.2%
95.2454681	1	0.2%
95.212822	1	0.2%
95.1897888	1	0.2%
95.1848221	1	0.2%
95.1645203	1	0.2%
95.1346817	1	0.2%
95.0516968	1	0.2%
95.0161591	1	0.2%

ash
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	5.402354481

Minimum	0.1298218
Maximum	27.6425934
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.1298218
5-th percentile	2.84676721
Q1	4.15133
median	4.9840698
Q3	6.0437307
95-th percentile	9.27298646
Maximum	27.6425934
Range	27.5127716
Interquartile range (IQR)	1.8924007

Descriptive statistics

Standard deviation	2.361642082
Coefficient of variation (CV)	0.437150522
Kurtosis	20.16867807
Mean	5.402354481
Median Absolute Deviation (MAD)	0.9364433
Skewness	3.280917602
Sum	3560.151603
Variance	5.577353322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.7031307	1	0.2%
3.3644295	1	0.2%
5.676096	1	0.2%
3.9183502	1	0.2%
3.9433365	1	0.2%
5.3745728	1	0.2%
6.0511322	1	0.2%
15.8884373	1	0.2%
5.1898708	1	0.2%
7.1628914	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1298218	1	0.2%
1.1614151	1	0.2%
1.1666794	1	0.2%
1.7086258	1	0.2%
1.7203941	1	0.2%
1.8069801	1	0.2%
1.8686905	1	0.2%
1.8744812	1	0.2%
1.8828239	1	0.2%
1.914959	1	0.2%

Value	Count	Frequency (%)
27.6425934	1	0.2%
22.9296188	1	0.2%
19.351738	1	0.2%
15.8884373	1	0.2%
15.5732918	1	0.2%
15.2637787	1	0.2%
15.225563	1	0.2%
15.2137432	1	0.2%
14.8304138	1	0.2%
13.0632687	1	0.2%

ndm
Real number (ℝ)

HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.5781846352

Minimum	-0.4237051
Maximum	1.2756419
Zeros	0
Zeros (%)	0.0%
Negative	3
Negative (%)	0.5%
Memory size	5.3 KiB

Quantile statistics

Minimum	-0.4237051
5-th percentile	0.21083968
Q1	0.45235085
median	0.5768565
Q3	0.71413735
95-th percentile	0.91586275
Maximum	1.2756419
Range	1.699347
Interquartile range (IQR)	0.2617865

Descriptive statistics

Standard deviation	0.2151740691
Coefficient of variation (CV)	0.3721545956
Kurtosis	1.016502936
Mean	0.5781846352
Median Absolute Deviation (MAD)	0.1320167
Skewness	-0.1298760442
Sum	381.0236746
Variance	0.04629988001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4614896	1	0.2%
0.4433601	1	0.2%
0.8269517	1	0.2%
0.4149052	1	0.2%
0.3931782	1	0.2%
0.3515333	1	0.2%
0.7145133	1	0.2%
0.0840778	1	0.2%
0.8260601	1	0.2%
0.6502907	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.4237051	1	0.2%
-0.1922414	1	0.2%
-0.1458139	1	0.2%
0.0184805	1	0.2%
0.0549221	1	0.2%
0.0755033	1	0.2%
0.0776198	1	0.2%
0.0840778	1	0.2%
0.0924838	1	0.2%
0.0997877	1	0.2%

Value	Count	Frequency (%)
1.2756419	1	0.2%
1.2190239	1	0.2%
1.1956514	1	0.2%
1.16317	1	0.2%
1.15732	1	0.2%
1.1530081	1	0.2%
1.1378821	1	0.2%
1.1152333	1	0.2%
1.1124343	1	0.2%
1.1086525	1	0.2%

ndfdm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	69.90467393

Minimum	56.4808807
Maximum	84.7447891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	56.4808807
5-th percentile	61.20755503
Q1	66.102417
median	69.8025208
Q3	73.37451175
95-th percentile	79.11199493
Maximum	84.7447891
Range	28.2639084
Interquartile range (IQR)	7.27209475

Descriptive statistics

Standard deviation	5.440097741
Coefficient of variation (CV)	0.07782165963
Kurtosis	-0.4694186041
Mean	69.90467393
Median Absolute Deviation (MAD)	3.6976624
Skewness	0.07907337762
Sum	46067.18012
Variance	29.59466343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60.5007973	1	0.2%
71.7945175	1	0.2%
67.0137939	1	0.2%
72.4201889	1	0.2%
74.6420898	1	0.2%
74.9652557	1	0.2%
71.9249649	1	0.2%
67.7540131	1	0.2%
66.3904572	1	0.2%
72.7492599	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
56.4808807	1	0.2%
57.2820511	1	0.2%
57.5037537	1	0.2%
57.730072	1	0.2%
57.8860474	1	0.2%
58.0733795	1	0.2%
58.3697014	1	0.2%
58.6709175	1	0.2%
58.770668	1	0.2%
58.9785194	1	0.2%

Value	Count	Frequency (%)
84.7447891	1	0.2%
84.320488	1	0.2%
83.1346436	1	0.2%
82.7520294	1	0.2%
82.4612503	1	0.2%
82.0453491	1	0.2%
82.0032654	1	0.2%
81.6405029	1	0.2%
81.6404495	1	0.2%
81.4513855	1	0.2%

adfdm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	41.13477778

Minimum	29.7261391
Maximum	55.5958862
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	29.7261391
5-th percentile	33.65673824
Q1	37.17245105
median	40.8011665
Q3	44.88758085
95-th percentile	49.90926135
Maximum	55.5958862
Range	25.8697471
Interquartile range (IQR)	7.7151298

Descriptive statistics

Standard deviation	5.100505001
Coefficient of variation (CV)	0.123994957
Kurtosis	-0.6160972243
Mean	41.13477778
Median Absolute Deviation (MAD)	3.8091851
Skewness	0.2398804732
Sum	27107.81856
Variance	26.01515126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.3467712	1	0.2%
40.3437119	1	0.2%
38.3336258	1	0.2%
42.7991943	1	0.2%
43.9695053	1	0.2%
46.5502853	1	0.2%
41.1951752	1	0.2%
50.5826797	1	0.2%
37.5719986	1	0.2%
43.0324326	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29.7261391	1	0.2%
29.7967148	1	0.2%
30.1092491	1	0.2%
30.3691425	1	0.2%
30.8323898	1	0.2%
31.3027058	1	0.2%
31.3384514	1	0.2%
31.5355988	1	0.2%
31.6091976	1	0.2%
31.6552143	1	0.2%

Value	Count	Frequency (%)
55.5958862	1	0.2%
54.5396576	1	0.2%
53.8951683	1	0.2%
53.8664551	1	0.2%
53.4509888	1	0.2%
53.3133392	1	0.2%
53.2160606	1	0.2%
53.0084152	1	0.2%
52.5988426	1	0.2%
52.33181	1	0.2%

adldm
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	5.115280357

Minimum	-1.9228789
Maximum	8.8102074
Zeros	0
Zeros (%)	0.0%
Negative	3
Negative (%)	0.5%
Memory size	5.3 KiB

Quantile statistics

Minimum	-1.9228789
5-th percentile	2.91569283
Q1	4.4534354
median	5.1689587
Q3	5.92003945
95-th percentile	7.07993459
Maximum	8.8102074
Range	10.7330863
Interquartile range (IQR)	1.46660405

Descriptive statistics

Standard deviation	1.327256471
Coefficient of variation (CV)	0.2594689593
Kurtosis	2.992659162
Mean	5.115280357
Median Absolute Deviation (MAD)	0.7411966
Skewness	-0.9287936424
Sum	3370.969755
Variance	1.761609739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.0799651	1	0.2%
5.7450747	1	0.2%
5.4685879	1	0.2%
5.8993988	1	0.2%
6.0740948	1	0.2%
6.8257775	1	0.2%
4.7446218	1	0.2%
4.0290775	1	0.2%
4.9375544	1	0.2%
5.2864194	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.9228789	1	0.2%
-0.3485501	1	0.2%
-0.0199394	1	0.2%
0.023623	1	0.2%
0.3289204	1	0.2%
0.3564465	1	0.2%
0.4037004	1	0.2%
0.6908246	1	0.2%
0.8230144	1	0.2%
0.9263891	1	0.2%

Value	Count	Frequency (%)
8.8102074	1	0.2%
8.6652641	1	0.2%
8.3255892	1	0.2%
8.2656441	1	0.2%
8.2473583	1	0.2%
8.1929407	1	0.2%
7.9703498	1	0.2%
7.760201	1	0.2%
7.7148757	1	0.2%
7.6818109	1	0.2%

me
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.135643075

Minimum	5.2690411
Maximum	9.1221209
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	5.2690411
5-th percentile	5.90551986
Q1	6.57671425
median	7.166604
Q3	7.7202077
95-th percentile	8.27531737
Maximum	9.1221209
Range	3.8530798
Interquartile range (IQR)	1.14349345

Descriptive statistics

Standard deviation	0.7392162998
Coefficient of variation (CV)	0.1035949097
Kurtosis	-0.798187178
Mean	7.135643075
Median Absolute Deviation (MAD)	0.5735573
Skewness	-0.1206838827
Sum	4702.388786
Variance	0.5464407379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.9801269	1	0.2%
6.8961124	1	0.2%
7.1599131	1	0.2%
6.9904523	1	0.2%
6.5238953	1	0.2%
6.2775741	1	0.2%
7.0711536	1	0.2%
5.8050485	1	0.2%
7.2988577	1	0.2%
6.6661272	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.2690411	1	0.2%
5.3467374	1	0.2%
5.3530054	1	0.2%
5.4541769	1	0.2%
5.4809031	1	0.2%
5.6265373	1	0.2%
5.6673255	1	0.2%
5.6767836	1	0.2%
5.6799469	1	0.2%
5.6813245	1	0.2%

Value	Count	Frequency (%)
9.1221209	1	0.2%
8.9469862	1	0.2%
8.5912867	1	0.2%
8.5404491	1	0.2%
8.5369225	1	0.2%
8.5286598	1	0.2%
8.5250034	1	0.2%
8.4919643	1	0.2%
8.4789629	1	0.2%
8.4289074	1	0.2%

ivomd
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	47.48231918

Minimum	34.7050972
Maximum	61.5963135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	34.7050972
5-th percentile	39.38030931
Q1	43.39669035
median	47.640419
Q3	51.22227475
95-th percentile	55.00163121
Maximum	61.5963135
Range	26.8912163
Interquartile range (IQR)	7.8255844

Descriptive statistics

Standard deviation	4.946896738
Coefficient of variation (CV)	0.1041839746
Kurtosis	-0.7375340324
Mean	47.48231918
Median Absolute Deviation (MAD)	3.8179703
Skewness	-0.05805723215
Sum	31290.84834
Variance	24.47178734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.9220123	1	0.2%
45.1960983	1	0.2%
48.7260132	1	0.2%
46.0228233	1	0.2%
42.8491669	1	0.2%
41.6736832	1	0.2%
47.4398537	1	0.2%
40.6795731	1	0.2%
49.6039658	1	0.2%
44.7701988	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
34.7050972	1	0.2%
35.3270378	1	0.2%
36.4272881	1	0.2%
37.1555405	1	0.2%
37.3688354	1	0.2%
37.4327545	1	0.2%
37.8178482	1	0.2%
37.8253937	1	0.2%
37.8729134	1	0.2%
37.8918037	1	0.2%

Value	Count	Frequency (%)
61.5963135	1	0.2%
58.5053749	1	0.2%
58.258873	1	0.2%
58.2409973	1	0.2%
58.0745239	1	0.2%
57.779274	1	0.2%
57.7642975	1	0.2%
57.6114006	1	0.2%
57.4969597	1	0.2%
57.0599747	1	0.2%

GH > 3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.243352884

Minimum	0.4319761
Maximum	13.201643
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.4319761
5-th percentile	0.66176297
Q1	0.8689699
median	1.0391817
Q3	1.3285534
95-th percentile	2.41619775
Maximum	13.201643
Range	12.7696669
Interquartile range (IQR)	0.4595835

Descriptive statistics

Standard deviation	0.8707924251
Coefficient of variation (CV)	0.7003582302
Kurtosis	70.22709313
Mean	1.243352884
Median Absolute Deviation (MAD)	0.2018796
Skewness	6.774800326
Sum	819.3695503
Variance	0.7582794476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.6706969	1	0.2%
1.8082626	1	0.2%
0.7986856	1	0.2%
1.2078967	1	0.2%
1.1335106	1	0.2%
1.0948972	1	0.2%
0.5855094	1	0.2%
3.5232637	1	0.2%
0.7403394	1	0.2%
1.066445	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4319761	1	0.2%
0.4602528	1	0.2%
0.4797322	1	0.2%
0.5097098	1	0.2%
0.5338232	1	0.2%
0.5403427	1	0.2%
0.5431164	1	0.2%
0.5610171	1	0.2%
0.5686702	1	0.2%
0.5731932	1	0.2%

Value	Count	Frequency (%)
13.201643	1	0.2%
8.2716532	1	0.2%
8.2531748	1	0.2%
7.0534754	1	0.2%
5.2570143	1	0.2%
4.6367431	1	0.2%
4.539104	1	0.2%
4.3277874	1	0.2%
4.1321983	1	0.2%
3.9079294	1	0.2%

NH > 1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	659
Distinct (%)	100.0%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.4700432472

Minimum	0.1573858
Maximum	2.661741
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.3 KiB

Quantile statistics

Minimum	0.1573858
5-th percentile	0.24326204
Q1	0.3052868
median	0.3748042
Q3	0.5087445
95-th percentile	1.01502057
Maximum	2.661741
Range	2.5043552
Interquartile range (IQR)	0.2034577

Descriptive statistics

Standard deviation	0.293301281
Coefficient of variation (CV)	0.6239878623
Kurtosis	14.11304423
Mean	0.4700432472
Median Absolute Deviation (MAD)	0.0872552
Skewness	3.115155449
Sum	309.7584999
Variance	0.08602564144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9122425	1	0.2%
0.5001471	1	0.2%
0.3361044	1	0.2%
0.3451041	1	0.2%
0.4077382	1	0.2%
0.4481586	1	0.2%
0.2559032	1	0.2%
0.7894599	1	0.2%
0.26222	1	0.2%
0.3279886	1	0.2%
Other values (649)	649	98.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1573858	1	0.2%
0.162292	1	0.2%
0.169875	1	0.2%
0.1728719	1	0.2%
0.179096	1	0.2%
0.1837517	1	0.2%
0.1880384	1	0.2%
0.199908	1	0.2%
0.2021105	1	0.2%
0.2048008	1	0.2%

Value	Count	Frequency (%)
2.661741	1	0.2%
2.5748985	1	0.2%
2.3124247	1	0.2%
2.0362883	1	0.2%
2.0093324	1	0.2%
1.6466023	1	0.2%
1.6406533	1	0.2%
1.5574456	1	0.2%
1.5268246	1	0.2%
1.5212545	1	0.2%

variety
Categorical

HIGH CARDINALITY

Distinct	242
Distinct (%)	36.7%
Missing	0
Missing (%)	0.0%
Memory size	5.3 KiB

Soubatimi	59
Peke	36
Pablo	26
Jakunbe	18
Tiandougou coura/Kénikénidiéma	12
Other values (237)	509

Length

Max length	48
Median length	13
Mean length	18.93787879
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21 ?
Unique (%)	3.2%

Sample

1st row	ICSX 17660224-SB28-SS1-SS1-1
2nd row	ICSX 17660224-SB28-SS1-SS1-1
3rd row	ICSX 17660224-SB28-SS7-SS1-1
4th row	ICSX 17660224-SB28-SS7-SS1-1
5th row	ICSX 17660224-SB28-SS13-SS1-1

Common Values

Value	Count	Frequency (%)
Soubatimi	59	8.9%
Peke	36	5.5%
Pablo	26	3.9%
Jakunbe	18	2.7%
Tiandougou coura/Kénikénidiéma	12	1.8%
Fadda	8	1.2%
Sassilon	6	0.9%
ICSX 1765690:H	5	0.8%
ICSX 17651145:H	5	0.8%
Lata/Ridb-8-9-1-1-vrac	5	0.8%
Other values (232)	480	72.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
icsx	82	6.5%
02	62	4.9%
soubatimi	59	4.7%
icsb	58	4.6%
tiandougou	52	4.2%
icsv	40	3.2%
639719	40	3.2%
peke	36	2.9%
samboni/irat	32	2.6%
pablo	26	2.1%
Other values (233)	766	61.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	dm	ash	ndm	ndfdm	adfdm	adldm	me	ivomd	GH > 3	NH > 1	variety
0	93.101570	9.703131	0.461490	60.500797	37.346771	3.079965	7.980127	53.922012	1.670697	0.912242	ICSX 17660224-SB28-SS1-SS1-1
1	91.968086	6.263905	0.697348	63.471855	37.258793	4.913226	7.601253	51.126228	0.658584	0.248810	ICSX 17660224-SB28-SS1-SS1-1
2	93.626328	6.372999	0.786636	64.746956	37.153000	4.853860	7.568230	49.833824	1.124020	0.379298	ICSX 17660224-SB28-SS7-SS1-1
3	92.957665	4.728519	0.354314	66.798050	38.502724	4.769511	7.781969	50.908649	1.022721	0.305397	ICSX 17660224-SB28-SS7-SS1-1
4	92.418190	4.765299	0.783371	59.871288	32.222549	4.616180	8.141614	55.210026	1.243832	0.422767	ICSX 17660224-SB28-SS13-SS1-1
5	92.361069	6.612783	0.782605	61.422260	35.663345	4.961444	7.559980	52.522453	0.859988	0.363903	ICSX 17660224-SB28-SS13-SS1-1
6	93.087814	5.831488	0.516105	59.638248	32.851215	3.843596	8.409690	56.381676	1.257926	0.722176	ICSX 17660224-SB28-SS14-SS1-1
7	92.191437	6.011661	0.751125	62.413235	34.610970	3.874525	8.174330	54.640472	0.752927	0.157386	ICSX 17660224-SB28-SS14-SS1-1
8	92.868645	4.958845	0.491934	65.204468	35.322151	4.123950	8.000657	53.020653	1.133934	0.278522	ICSX 17660227-SB6-SS6-SS1-1
9	94.083435	8.084351	0.266943	72.274994	48.119957	6.285893	6.397148	42.495571	2.513676	0.931992	ICSX 17660227-SB6-SS6-SS1-1

Last rows

	dm	ash	ndm	ndfdm	adfdm	adldm	me	ivomd	GH > 3	NH > 1	variety
650	94.033730	12.113640	0.152765	71.868225	51.555016	5.559216	5.829309	40.059143	2.392084	0.715506	Pablo
651	92.757828	3.480305	0.531900	66.960228	36.868996	4.373739	7.935022	51.730187	1.003576	0.453451	Jakunbe
652	94.186615	3.164402	0.283809	78.661690	49.934097	7.360845	5.993374	39.898994	1.152137	0.393013	Soubatimi
653	93.870285	4.904186	0.900056	74.459305	47.785496	7.424206	6.015244	40.938255	0.890890	0.453942	Pablo
654	94.125084	1.868691	0.306154	81.640503	49.612320	6.447029	6.517104	42.168434	1.322646	0.479139	Jakunbe
655	92.925903	6.217621	0.610240	71.449883	36.100037	1.276911	7.866730	52.023506	1.985734	1.303614	Pablo
656	92.928772	5.585196	0.962445	67.072563	34.944168	3.005002	7.967717	53.422665	0.964796	0.442202	Soubatimi
657	94.365692	5.309540	0.686577	78.986130	49.671326	6.799277	6.066938	40.481079	0.657328	0.355861	Soubatimi
658	94.294968	4.240431	0.665289	79.384903	46.484825	5.236509	6.413026	42.789585	1.060547	0.511866	Jakunbe
659	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Pablo

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows